Published by Phil at September 13, 2025 As AI agents evolve from simple chatbots to complex problem-solvers, the underlying reinforcement learning systems must adapt to handle long-horizon tasks, tool usage, and real-world interactions. This post explores the challenges and solutions in scaling RL for agentic AI.